Papers
On Emergent Social World Models — Evidence for Functional Integration of Theory of Mind and Pragmatic Reasoning in Language Models
Polina Tsvilodub, Jan-Felix Klumpp, Amir Pour et al.
Adaptive Retrieval for Reasoning
Jongho Kim, Jaeyoung Kim, Jihyuk Kim et al.
CSRP: Chain-of-Thought Reasoning for Chinese Text Correction via Reinforcement Learning with Efficiency-Aware Rewards
Wei Tian, Yuhao Zhou, Man Lan
Resonating with RoPE: Spectral Quantization for High-Fidelity Key Cache Compression
Xuefei Wang, Haoyu Tang, Tianyuan Liang et al.
Example Quality Matters: Multi-Aspects Example Augmentation for Private Library Programming
Yuhao Li, Haifeng Sun, Xuesong Zhang et al.
Evolutionary Negative Module Pruning for Better LoRA Merging
Anda Cao, Zhuo Gou, Yi Wang et al.
DUAL RM: Beyond Rule-based Preference Reward Modeling via Meta-Reward
Xiaobo Liang, Wanfu Wang, Qipeng Huang et al.
Beyond Markovian Forgetfulness: Episodic Memory for Reasoning-Intensive Retrieval
Dohyeon Lee, Yeonseok Jeong, Seung-won Hwang
Beyond Majority Voting: Towards Fine-grained and More Reliable Reward Signal for Test-Time Reinforcement Learning
Weiqin Wang, Yile Wang, Kehao Chen et al.
MTR-Suite: A Framework for Evaluating and Synthesizing Conversational Retrieval Benchmarks
Junhao Ruan, Abudukeyumu Abudula, Bei Li et al.
AG-GRPO: Answer-Guided GRPO for Masked Diffusion Language Models
Juhyeong Kim, Gyunyeop Kim, Sangwoo Kang
TA-GRPO-d: Trajectory-Aware GRPO for Optimizing Denoising Trajectories in Diffusion LLMs
Gyunyeop Kim, Sangwoo Kang
Glyph: Scaling Context Windows via Visual-Text Compression
Jiale Cheng, Yusen Liu, Xinyu Zhang et al.
MiniRAG: A Lightweight RAG system with Small Language Models
Tianyu Fan, Jingyuan Wang, Xubin Ren et al.
RISK: A Framework for GUI Agents in E-commerce Risk Management
Renqi Chen, Zeyin Tao, Jianming Guo et al.
VisAidMath: Benchmarking Visual-Aided Mathematical Reasoning
Jingkun Ma, Runzhe Zhan, Yang Li et al.
Enhancing Reinforcement Learning for Radiology Report Generation with Evidence-aware Rewards and Self-correcting Preference Learning
Qin Zhou, Guoyan Liang, Qianyi Yang et al.
Frozen LLMs are Native Decoders for High-Norm Semantic Vectors
Yunsheng Zeng, Yongmei Tan
From Detection to Understanding: Multi-Turn Reasoning for Video Misinformation Analysis
Zhi Zeng, Jiaying Wu, Minnan Luo et al.
R2IF: Aligning Reasoning with Decisions via Composite Rewards for Interpretable LLM Function Calling
Aijia Cheng, Kailong Wang, Ling Shi et al.
ProMedical: Hierarchical Fine-Grained Criteria Modeling for Medical LLM Alignment via Explicit Injection
He Geng, Yangmin Huang, Lixian Lai et al.
IGenBench: Benchmarking the Reliability of Text-to-Infographic Generation
Yinghao Tang, Xueding Liu, Boyuan Zhang et al.
Verbal-R3: Verbal Reranker as the Missing Bridge between Retrieval and Reasoning
Sangkwon Park, Donghun Kang, Jisoo Mok et al.
Action Boundary Blindness: When LLM Agents Cannot Tell Where One Action Ends and Another Begins
Zhangyi Wang, Bingnan Yu, Jiexiang Xu et al.